{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import xlwings as xw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "outputs": [],
   "source": [
    "# 读取数据\n",
    "boy=pd.read_excel('.\\体测分数_男生.xls')\n",
    "girl=pd.read_excel('.\\体测分数_女生.xls')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, '男1000米跑分数占比')"
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 648x936 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 全局设置字体\n",
    "plt.rcParams['font.family'] = 'STFangsong'\n",
    "\n",
    "# 男1000米分数饼图\n",
    "data = pd.cut(boy.男1000米跑分数,\n",
    "       bins=3).value_counts()\n",
    "\n",
    "plt.figure(figsize=(9,13))\n",
    "_ = plt.pie(data.values,\n",
    "            labels=[str(i) for i in data.index],\n",
    "            autopct='%0.2f%%',\n",
    "            textprops={'family':'dengxian','fontsize':18})\n",
    "\n",
    "\n",
    "plt.title(label='男1000米跑分数占比',\n",
    "          fontdict={'fontsize':25})"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "outputs": [],
   "source": [
    "# 查看有哪些字体可用\n",
    "# from matplotlib.font_manager import FontManager\n",
    "# fm = FontManager()\n",
    "# [font.name for font in fm.ttflist]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, '男引体分数占比')"
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 648x936 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 男引体分数饼图\n",
    "data2 = pd.cut(np.round(boy.男引体分数,1),\n",
    "       bins=3).value_counts()\n",
    "\n",
    "plt.figure(figsize=(9,13))\n",
    "_ = plt.pie(data2.values.round(1),\n",
    "            labels=[str(i) for i in data2.index],\n",
    "            autopct='%0.2f%%',\n",
    "            textprops={'family':'dengxian','fontsize':18})\n",
    "\n",
    "plt.rcParams['font.family'] = 'STFangsong'    # 全局设置字体\n",
    "plt.title(label='男引体分数占比',\n",
    "          fontdict={'fontsize':25})"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 女800米分数直方图\n",
    "plt.figure(figsize=(12,8))\n",
    "data3=girl.女800米跑分数\n",
    "\n",
    "# 这里手动设置bins区间\n",
    "count,bins,fig=plt.hist(data3,bins=[0,25,50,75,100])\n",
    "plt.xticks(fontsize=20,ticks=[0,25,50,75,100],labels=[0,25,50,75,100])\n",
    "plt.yticks(fontsize=20)\n",
    "plt.title('女800米跑分数人数直方图',\n",
    "          fontdict={'fontsize':20},\n",
    "          pad=30)\n",
    "\n",
    "# 添加数据标签\n",
    "for x in range(4):\n",
    "    plt.text((bins[x]+bins[x+1])/2-2,count[x]+5,count[x],\n",
    "             fontdict={'fontsize':18})\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 女跳远分数直方图\n",
    "plt.figure(figsize=(12,8))\n",
    "data4=girl.女跳远分数\n",
    "\n",
    "# 这里手动设置bins区间\n",
    "count,bins,fig=plt.hist(data4,bins=[0,25,50,75,100])\n",
    "plt.xticks(fontsize=20,ticks=[0,25,50,75,100],labels=[0,25,50,75,100])\n",
    "plt.yticks(fontsize=20)\n",
    "plt.title('女跳远分数人数直方图',\n",
    "          fontdict={'fontsize':20},\n",
    "          pad=30)\n",
    "\n",
    "# 添加数据标签\n",
    "for x in range(4):\n",
    "    plt.text((bins[x]+bins[x+1])/2-2,count[x]+5,count[x],\n",
    "             fontdict={'fontsize':18})"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, '男女生BMI指数结构图')"
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 864x648 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 男女生BMI嵌套饼图\n",
    "\n",
    "boy_ = pd.cut(boy.BMI,bins=[0,16.4,23.2,26.3,100],\n",
    "              labels=['低体重','正常','超重','肥胖']).value_counts()\n",
    "\n",
    "girl_ = pd.cut(girl.BMI,bins=[0,16.4,22.7,25.2,100],\n",
    "              labels=['低体重','正常','超重','肥胖']).value_counts()\n",
    "\n",
    "plt.figure(figsize=(12,9))\n",
    "\n",
    "plt.pie(boy_,radius=1,\n",
    "        autopct='%0.2f%%',\n",
    "        pctdistance=0.85,\n",
    "        wedgeprops={'width':0.3},\n",
    "        textprops={'fontsize':18},\n",
    "        colors=plt.cm.Set3(np.linspace(0,1,4))\n",
    "        )\n",
    "\n",
    "plt.pie(girl_,radius=0.65,\n",
    "        autopct='%0.2f%%',\n",
    "        pctdistance=0.65,\n",
    "        colors=plt.cm.Set3(np.linspace(0,1,4)),\n",
    "        textprops={'fontsize':18}\n",
    "        )\n",
    "# 图例设置\n",
    "plt.legend(['低体重','正常','超重','肥胖'],\n",
    "           ncol=4,\n",
    "           loc='upper center',\n",
    "           bbox_to_anchor=(0.5,1.03),\n",
    "           fontsize='15',)\n",
    "\n",
    "# 标题设置\n",
    "plt.title('男女生BMI指数结构图',\n",
    "          fontdict={'fontsize':25},\n",
    "          pad=30\n",
    "          )\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}